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Text-to-Video Generation on MSR-VTT (zero-shot)

212FVDReCo
168.72460.867531,045.14Nov 30, 2023Apr 21, 2024Sep 11, 2024Feb 2, 2025Jun 25, 2025Nov 15, 2025Apr 8, 2026

Evaluation results

MethodLinks
ReCoParams=7B, zero-shot=true2026.0421230.56—1
ReCo*Params=7B, zero-shot=true2026.0426729.11—0.5
LoongParams=7B, zero-shot=true2026.0427429.03—1
MicroCinematraining_data_source=WebVid-10M only, zero-shot=true2023.11377.429.67——
CAT-LVDM (BCNI)#Params=∼2.3B, #Videos (train)=∼2M2025.05396.3———
DEMO#Params=∼2.3B, #Videos (train)=∼10M2025.05422———
CAT-LVDM (SACN)#Params=∼2.3B, #Videos (train)=∼2M2025.05440.3———
Gaussian#Params=∼2.3B, #Videos (train)=∼2M2025.05445.3———
SimDAtraining_data_source=WebVid-10M only, zero-shot=true2023.1145629.45——
VideoComposer#Params=∼1.7B, #Videos (train)=∼10M2025.05456———
FreeNoise#Params=∼1.7B, #Videos (train)=∼10M2025.05517———
Uniform#Params=∼2.3B, #Videos (train)=∼2M2025.05526.8———
ModelScopeT2V (Finetuned)#Params=∼1.7B, #Videos (train)=∼10M2025.05536———
Show-1training_data_source=WebVid-10M only, zero-shot=true2023.1153830.72——
Show-1#Params=∼6B, #Videos (train)=∼10M2025.05538———
ModelScopetraining_data_source=WebVid-10M and additional data, zero-shot=true2023.1155029.3——
SimDA#Params=∼1.1B, #Videos (train)=∼10M2025.05550———
VideoFusion#Params=∼2.59B, #Videos (train)=∼10M2025.05550———
ModelScopeT2V#Params=∼1.7B, #Videos (train)=∼10M2025.05557———
VideoComposertraining_data_source=WebVid-10M only, zero-shot=true2023.1158029.32——
VideoFusiontraining_data_source=WebVid-10M only, zero-shot=true2023.1158127.95——
PEEKABOO#Params=∼1.7B, #Videos (train)=∼10M2025.05609———
LVDMtraining_data_source=WebVid-10M only, zero-shot=true2023.1174223.81——
MagicVideotraining_data_source=WebVid-10M only, zero-shot=true2023.11998———
MagicVideo#Params=∼1.2B, #Videos (train)=∼17M2025.05998———
CogVideotraining_data_source=WebVid-10M only, zero-shot=true2023.111,29426.31——
CogVideo (Chinese)Zero-Shot=true2024.01—26.1424.78—
CogVideo (English)Zero-Shot=true2024.01—26.3123.59—
GODIVAZero-Shot=false2024.01—24.02——
Lavietraining_data_source=WebVid-10M and additional data, zero-shot=true2023.11—29.49——
Make-A-Videotraining_data_source=WebVid-10M and additional data, zero-shot=true2023.11—30.49——
Make-A-VideoZero-Shot=true2024.01—30.4913.17—
NÜWAZero-Shot=false2024.01—24.3947.68—
PYoCotraining_data_source=WebVid-10M and additional data, zero-shot=true2023.11—32.04——
PYoCoZero-Shot=true2024.01——10.21—
ShowMakerZero-Shot=true2024.01—29.0812.67—
Video LDMtraining_data_source=WebVid-10M only, zero-shot=true2023.11—29.29——
Video LDMZero-Shot=true2024.01—29.29——
VideoFactorytraining_data_source=WebVid-10M and additional data, zero-shot=true2023.11—30.05——